ByteBrief
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Knowledge graphs give QA agents structured product memory, storing entities like pages, actions, and tests with relationships. QA.tech builds and maintains these graphs for intent-based testing. File-based memory scored 74.0% on LoCoMo benchmark versus 68.5% for graphs, so graphs suit large, fast-changing products.
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Summary by ByteBrief